# Criteria Corp vs HackerRank: which do AI models recommend for candidate assessment, October 2026

HR AI Recommendation Index, October 2026 Edition, Candidate assessment. Seven of fourteen models named Criteria Corp first on the direct prompt; zero named HackerRank. Page: https://hr-ai-index.com/talent/candidate-assessment/criteria-corp-vs-hackerrank/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Criteria Corp | 19% | #2 of 12 | 14% | 35 | 13 of 14 |
| HackerRank | 2% | #3 of 12 | 9% | 23 | 10 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: criteria corp first (first choices: Criteria Corp) (alternatives: HireVue, TestGorilla, The Predictive Index)
- Grok 4.1 Fast: criteria corp first (first choices: Criteria Corp) (alternatives: HireVue, TestGorilla, The Predictive Index)
- Mistral Small: criteria corp first (first choices: Criteria Corp, Evalart) (alternatives: Adaface)
- DeepSeek V4 Flash: criteria corp first (first choices: Criteria Corp) (alternatives: TestGorilla, eSkill)
- Kimi K2: criteria corp first (first choices: Criteria Corp) (alternatives: TestGorilla, The Predictive Index, Vervoe, Wonderlic)
- GPT-6 Luna: criteria corp first (first choices: Criteria Corp) (alternatives: TestGorilla)
- Muse Glimmer 30B: criteria corp first (first choices: Criteria Corp) (alternatives: Evalart)
- GPT-5.4 mini: neither first, one named (first choices: TestGorilla) (alternatives: Codility, HackerRank, Mercer | Mettl)
- Gemini 3.5 Flash: neither first, one named (first choices: TestGorilla) (alternatives: Criteria Corp, The Predictive Index, Vervoe)
- Claude Haiku 4.5: neither named
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: TestGorilla) (alternatives: CodeSignal, HireVue, Humantic AI)
- GLM 4.7 FlashX: neither named (first choices: TestGorilla) (alternatives: Testlify, Vervoe)
- MiniMax M2.5: neither named (first choices: Evalart, Toggl Hire)

## What the models said about Criteria Corp

- "Avoid: Criteria Corp, Wonderlic, and HireVue if budget is a concern" (Kimi K2, budget prompt, hard negative)
- "Avoid platforms like Criteria Corp, Predictive Index, or HireVue" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Cons: User interface can feel dated/clunky ... implementation often requires a dedicated project manager." (Qwen 3.7 Flash, direct prompt, soft negative)
- "Criteria Corp is a good choice for mid-market companies that want a validated battery embedded in an existing ATS or HRIS stack." (Llama 4 Maverick, paraphrase prompt, first choice)
- "For a 500-person company: Mid-market platforms (Criteria Corp, Plum, TestGorilla Plus tier) often hit the sweet spot" (Kimi K2, scale prompt, first choice)
- "For a mid-market B2B company the platform that is most consistently called out as a fit is Criteria Corp." (Muse Glimmer 30B, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.